{
 "cells": [
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-23T02:58:26.217264Z",
     "start_time": "2025-03-23T02:58:09.584134Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import h5py\n",
    "import torch\n",
    "from torch.utils.data import Dataset\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import math\n",
    "import torch.nn.functional as F\n",
    "import matplotlib.pyplot as plt"
   ],
   "id": "a31ae78cfa5e9f84",
   "outputs": [],
   "execution_count": 1
  },
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-03-23T02:58:28.244742Z",
     "start_time": "2025-03-23T02:58:28.235080Z"
    }
   },
   "source": [
    "class MultimodalDataset(Dataset):\n",
    "    \"\"\"可扩展数据集加载器（参考网页6分割策略）\"\"\"\n",
    "    def __init__(self, h5_path: str):\n",
    "        self.h5 = h5py.File(h5_path, 'r')\n",
    "        self.keys = list(self.h5.keys())\n",
    "        \n",
    "    def __len__(self):\n",
    "        return len(self.keys)\n",
    "    \n",
    "    def __getitem__(self, idx):\n",
    "        group = self.h5[self.keys[idx]]\n",
    "        return {\n",
    "            \"images\": (\n",
    "                torch.from_numpy(group[\"image1\"][:]),\n",
    "                torch.from_numpy(group[\"image2\"][:])\n",
    "            ),\n",
    "            \"text\": torch.from_numpy(group[\"text\"][:]),\n",
    "            \"meta\": {\"folder\": group.attrs[\"folder\"]}\n",
    "        }"
   ],
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-23T03:03:54.997569Z",
     "start_time": "2025-03-23T03:03:54.985578Z"
    }
   },
   "cell_type": "code",
   "source": [
    "class EdgeEnhancer(nn.Module):\n",
    "    def __init__(self, alpha=0.8, Device='cpu'):\n",
    "        super().__init__()\n",
    "        self.alpha = alpha  # 边缘增强强度系数\n",
    "        self.sobel_kernel = self._init_sobel_kernel().to(Device)\n",
    "\n",
    "    def _init_sobel_kernel(self):\n",
    "        # 创建Sobel算子卷积核 [3,8](@ref)\n",
    "        kernel_x = torch.tensor([[1, 0, -1], \n",
    "                                [2, 0, -2],\n",
    "                                [1, 0, -1]], dtype=torch.float32).view(1,1,3,3)\n",
    "        \n",
    "        kernel_y = torch.tensor([[1, 2, 1],\n",
    "                                [0, 0, 0],\n",
    "                                [-1, -2, -1]], dtype=torch.float32).view(1,1,3,3)\n",
    "        return torch.cat([kernel_x, kernel_y], dim=0)  # shape(2,1,3,3)\n",
    "\n",
    "    def forward(self, x):\n",
    "        # 边缘检测\n",
    "        edges = F.conv2d(x, self.sobel_kernel, padding=1, groups=1)  # 输出(n,2,512,512)\n",
    "        edges = torch.sqrt(edges[:,0]**2 + edges[:,1]**2)  # 梯度幅值 [3](@ref)\n",
    "        edges = edges.unsqueeze(1)  # 恢复通道维度\n",
    "        \n",
    "        # 边缘增强 (原图与边缘图线性组合) [5](@ref)\n",
    "        enhanced = (1 - self.alpha) * x + self.alpha * edges\n",
    "        \n",
    "        # 数值截断和归一化 [2](@ref)\n",
    "        return torch.clamp(enhanced, 0.0, 1.0)\n",
    "\n",
    "Edge = EdgeEnhancer()"
   ],
   "id": "94ef4335846f6302",
   "outputs": [],
   "execution_count": 33
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-23T03:02:34.441833Z",
     "start_time": "2025-03-23T03:02:34.432181Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def show_t(tensor):\n",
    "    tensor = tensor\n",
    "    # 转换为numpy数组\n",
    "    np_array = tensor.detach().cpu().numpy()\n",
    "    \n",
    "    # 显示图像\n",
    "    plt.imshow(np_array, cmap='gray', vmin=0, vmax=1)\n",
    "    plt.axis('off')\n",
    "    plt.show()"
   ],
   "id": "5a282714bf7c2edb",
   "outputs": [],
   "execution_count": 21
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-23T03:02:35.106362Z",
     "start_time": "2025-03-23T03:02:35.098364Z"
    }
   },
   "cell_type": "code",
   "source": [
    "dataset = MultimodalDataset(\"./dataset/multimodal_dataset1.h5\")\n",
    "dataloader = torch.utils.data.DataLoader(dataset, batch_size=1, shuffle=True)"
   ],
   "id": "7db018016d604f18",
   "outputs": [],
   "execution_count": 22
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-23T03:05:20.309342Z",
     "start_time": "2025-03-23T03:05:20.015868Z"
    }
   },
   "cell_type": "code",
   "source": [
    "for item in dataloader:\n",
    "    print(item['images'][0])\n",
    "    show_t(item['images'][0].squeeze(0).squeeze(0))\n",
    "    show_t(Edge(item['images'][0]).squeeze(0).squeeze(0))\n",
    "    break"
   ],
   "id": "47229eaf7fc6ddbe",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[[[0.3333, 0.3373, 0.3255,  ..., 0.4235, 0.4275, 0.4275],\n",
      "          [0.3294, 0.3373, 0.3333,  ..., 0.4235, 0.4275, 0.4314],\n",
      "          [0.3216, 0.3373, 0.3412,  ..., 0.4235, 0.4314, 0.4392],\n",
      "          ...,\n",
      "          [0.6078, 0.6078, 0.6078,  ..., 0.6549, 0.6510, 0.6510],\n",
      "          [0.6078, 0.6078, 0.6078,  ..., 0.6392, 0.6431, 0.6471],\n",
      "          [0.6078, 0.6078, 0.6078,  ..., 0.6275, 0.6392, 0.6431]]]])\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 38
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-19T01:00:20.148908Z",
     "start_time": "2025-03-19T01:00:20.135040Z"
    }
   },
   "cell_type": "code",
   "source": [
    "class DynamicHeadProjection(nn.Module):\n",
    "    def __init__(self, num_heads=8):\n",
    "        super().__init__()\n",
    "        # 共享参数矩阵实现动态组合\n",
    "        self.q_compose = nn.Parameter(torch.randn(num_heads, 768))  # h×d\n",
    "        self.k_compose = nn.Parameter(torch.randn(num_heads, 768))  \n",
    "        self.v_compose = nn.Parameter(torch.randn(num_heads, 768))\n",
    "        \n",
    "    def forward(self, x, mode):\n",
    "        if mode == 'q':\n",
    "            return torch.einsum('hd,bpd->bhp', self.q_compose, x)  # n×h×p×d\n",
    "        elif mode == 'k':\n",
    "            return torch.einsum('hd,bpd->bhp', self.k_compose, x)\n",
    "        else: \n",
    "            return torch.einsum('hd,bpd->bhp', self.v_compose, x)"
   ],
   "id": "1fc648d136859e20",
   "outputs": [],
   "execution_count": 7
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-19T01:03:49.798462Z",
     "start_time": "2025-03-19T01:03:49.778719Z"
    }
   },
   "cell_type": "code",
   "source": [
    "class TransposedConvBlock(nn.Module):\n",
    "    def __init__(self, in_channels):\n",
    "        super().__init__()\n",
    "        # 通道数减半并尺寸倍增\n",
    "        self.conv_trans = nn.ConvTranspose2d(\n",
    "            in_channels=in_channels,\n",
    "            out_channels=in_channels // 2,  # 通道数减半\n",
    "            kernel_size=3,\n",
    "            stride=2,         # 步长2实现尺寸倍增\n",
    "            padding=1,\n",
    "            output_padding=1 # 确保尺寸精确翻倍\n",
    "        )\n",
    "        self.bn = nn.BatchNorm2d(in_channels // 2)\n",
    "        self.relu = nn.SiLU()\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = self.conv_trans(x)\n",
    "        x = self.bn(x)\n",
    "        x = self.relu(x)\n",
    "        return x"
   ],
   "id": "7206f817c2dc1bf4",
   "outputs": [],
   "execution_count": 11
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-19T01:03:52.863284Z",
     "start_time": "2025-03-19T01:03:51.183442Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#model = M()\n",
    "for item in dataloader:\n",
    "    #print(item[\"images\"][0].shape)\n",
    "    #print(item[\"text\"].shape)\n",
    "    #print(model(item[\"images\"][0],item[\"text\"]).shape)\n",
    "    break"
   ],
   "id": "171682a9ea6c6170",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([1, 512, 64, 64])\n"
     ]
    }
   ],
   "execution_count": 13
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": [
    "class CrossModalAttention(nn.Module):\n",
    "    def __init__(self, img_dim, txt_dim, num_heads=8):\n",
    "        super().__init__()\n",
    "        self.img_proj = nn.Conv2d(img_dim, txt_dim, 1)\n",
    "        self.mha = nn.MultiheadAttention(txt_dim, num_heads)\n",
    "        self.norm = nn.LayerNorm(txt_dim)\n",
    "        \n",
    "    def forward(self, x_img, x_txt):\n",
    "        # x_img: n×C×H×W, x_txt: n×10×768\n",
    "        B, C, H, W = x_img.shape\n",
    "        x_img = self.img_proj(x_img).view(B, -1, H*W).permute(0,2,1)  # n×(HW)×768\n",
    "        attn_out, _ = self.mha(x_img, x_txt, x_txt)  # 图像作为Query\n",
    "        return self.norm(attn_out.permute(0,2,1).view(B, -1, H, W))"
   ],
   "id": "88e39599c50e00d"
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": [
    "class EncoderBlock(nn.Module):\n",
    "    def __init__(self, in_ch, out_ch, txt_dim):\n",
    "        super().__init__()\n",
    "        self.conv = DoubleConv(in_ch, out_ch)\n",
    "        self.attn = CrossModalAttention(out_ch, txt_dim)\n",
    "        \n",
    "    def forward(self, x, txt_feat):\n",
    "        identity = x\n",
    "        x = self.conv(x)\n",
    "        x = self.attn(x, txt_feat) + identity  # 残差连接\n",
    "        return x"
   ],
   "id": "117a09a1412d465b"
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": [
    "class TextAdapter(nn.Module):\n",
    "    def __init__(self, seq_len=10):\n",
    "        super().__init__()\n",
    "        self.pos_enc = nn.Parameter(torch.randn(1, seq_len, 768))\n",
    "        \n",
    "    def forward(self, x_txt):\n",
    "        return x_txt + self.pos_enc.expand(x_txt.size(0), -1, -1)"
   ],
   "id": "bfe787aafe04c57f"
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": [
    "class AdaptiveFusion(nn.Module): #自适应权重\n",
    "    def __init__(self, num_layers):\n",
    "        super().__init__()\n",
    "        self.weights = nn.Parameter(torch.ones(num_layers))\n",
    "        \n",
    "    def forward(self, features):\n",
    "        norm_weights = F.softmax(self.weights, dim=0)\n",
    "        return sum([w*f for w,f in zip(norm_weights, features)])"
   ],
   "id": "6190b3e59bd91f48"
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": [
    "class MultimodalUNet(nn.Module):\n",
    "    def __init__(self, txt_dim=768):\n",
    "        super().__init__()\n",
    "        self.txt_adapter = TextAdapter()\n",
    "        \n",
    "        # 编码器定义\n",
    "        self.enc1 = EncoderBlock(3, 64, txt_dim)\n",
    "        self.enc2 = EncoderBlock(64, 128, txt_dim)\n",
    "        self.enc3 = EncoderBlock(128, 256, txt_dim)\n",
    "        \n",
    "        # 多尺度融合\n",
    "        self.fusion = AdaptiveFusion(3)\n",
    "        \n",
    "    def forward(self, x_img, x_txt):\n",
    "        x_txt = self.txt_adapter(x_txt)\n",
    "        \n",
    "        # 编码过程\n",
    "        f1 = self.enc1(x_img, x_txt)\n",
    "        f2 = self.enc2(F.max_pool2d(f1,2), x_txt)\n",
    "        f3 = self.enc3(F.max_pool2d(f2,2), x_txt)\n",
    "        \n",
    "        # 特征融合\n",
    "        fused = self.fusion([f1, f2, f3])\n",
    "        return fused"
   ],
   "id": "175ee9c7ecba7889"
  }
 ],
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   "display_name": "Python 3",
   "language": "python",
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
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